Can I vibe code Returnly?
returnly.com · returns · usage-based · subscription
The verdict
YES — VIBE CODE IT
Returnly is dead. Affirm acquired the platform and permanently killed it on October 1, 2023, migrating all customer accounts to Loop Returns. Before its death, Returnly charged between $99/month and custom enterprise rates for a self-service shopper portal, label generation, and its flagship "Instant Credit" feature. Rebuilding Returnly's feature set with modern AI code generation is trivial on the surface—a customer-facing React portal, a Shopify Admin API integration, and EasyPost API calls cover 80% of what Returnly sold on its lower tiers. However, Returnly’s actual core value was underwriting financial risk. Instant Credit required Returnly to advance funds to shoppers before returned inventory hit the merchant’s warehouse, absorbing fraud losses. Building the UI, generating labels, and automating Shopify store credit is a 2-week job. Building a automated underwriting engine that accepts shipping risk without blowing up your balance sheet is not a prompt-engineered project. Since the platform no longer exists, building a clone is irrelevant; modern merchants build custom, headless return flows using native Shopify APIs or migrate to Loop or ReturnLogic.
- Replaces
- usage-based
- MVP build time
- 1-2 weeks
- Full replacement
- 3-6 months
- Verdict
- YES
What it really costs
| Discontinued / Shut Down | free / quote | Software permanently shut down as of October 1, 2023. |
Returnly permanently shut down on October 1, 2023. All merchants were transitioned to Loop Returns.
- Captured
- 2026-08-04 (3 days ago)
- Verified by
- human
- Source
- returnly.com
Assumptions: Returnly permanently shut down on October 1, 2023. All merchants were transitioned to Loop Returns.
The one-shot build prompt
Build a headless Shopify Returns Portal using Remix, TypeScript, Tailwind CSS, and the Shopify GraphQL Admin API (version 2024-01 or later).
CORE REQUIREMENTS:
1. Customer Authentication & Lookup:
- Allow shoppers to authenticate using Order Number (#1001) and Zip Code or Email.
- Fetch the order details via the Shopify Admin GraphQL API (`order` query).
- Enforce a configurable return window (e.g., 30 days from order fulfillment date). Block items marked as final sale (`lineItem.customAttributes` or tagged `final-sale`).
2. Return Workflow & Exchange Logic:
- Display eligible line items with quantity selectors, return reason dropdowns (e.g., "Too Small", "Defective", "Changed Mind"), and photo upload capabilities for damaged goods (upload to AWS S3 or Supabase Storage).
- Offer three resolution pathways:
a) Instant Store Credit (generate a Shopify Gift Card or Customer Credit using `discountCodeBasicCreate` or `giftCardCreate`).
b) Variant Exchange (fetch available product variants for the same product ID via GraphQL; if in stock, allow 1-click swap).
c) Refund to Original Payment Method (calculate restock fees if enabled).
3. Shipping Label Generation:
- Integrate the EasyPost API (`/v2/shipments`).
- Upon return submission, create a return shipment using pre-configured merchant warehouse address and shopper shipping address.
- Return a printable PDF shipping label URL and tracking number to the shopper, and send a confirmation email via Resend/SendGrid.
4. Admin Webhook Listener & State Machine:
- Expose a webhook endpoint `/api/webhooks/easypost` to listen for carrier scan events (`tracker.updated`).
- When the shipment status transitions to `in_transit` or `delivered`:
- Update the Shopify Return object status using `returnApprove` / `returnReopen`.
- Automatically trigger store credit issuance or variant order creation (`draftOrderCreate` + `draftOrderComplete`) upon the first carrier scan.
OUT OF SCOPE:
- Financial underwriting/risk scoring engines for unreturned items.
- Physical Return Bar / drop-off location network integrations.
- Multi-currency cross-border tax recalculation.
DATA MODELS:
- ReturnRequest: id, order_id, customer_id, line_items (json), status (pending, approved, label_generated, scanned, refunded), resolution_type (credit, exchange, refund), tracking_code, label_url.
- ReturnPolicy: merchant_id, return_window_days, allow_exchanges, restocking_fee_cents, auto_approve_threshold_cents.
FAILURE MODES TO HANDLE:
- Partial returns where only 1 out of 3 items in an order is returned.
- Shopify API rate limiting (implement exponential backoff for GraphQL queries).
- Carrier label generation failures (fallback to manual admin review flag).$ each button prefixes agent-specific run instructions · build your own product, never copy proprietary code, trademarks or designs
Scorecard
What you can actually replace
- ✓Customer-facing order lookup and return request portal
- ✓Automated shipping label generation via EasyPost or ShipEngine
- ✓Return reason collection and basic analytics reporting
- ✓Shopify gift card/store credit creation on return approval
- ✓Automated customer email notifications for label updates
What you lose
- ×Access to Affirm's financial underwriting for instant credit risk.
- ×Turnkey integrations with major enterprise 3PL warehouse management systems.
- ×Legacy support and dedicated account management teams.
- ×Pre-negotiated return shipping rates across major carriers.
Why people still pay — the real moats
Moats
- — Financial balance sheet capable of floating shopper credit before inventory is received.
- — Carrier volume discounts negotiated across tens of millions of packages.
- — Pre-integrated brick-and-mortar drop-off networks (e.g., Happy Returns / Return Bars).
Hard parts
- — Handling asynchronous carrier webhooks and maintaining state consistency across Shopify, carrier APIs, and local databases.
- — Managing complex Shopify Return API mutations without duplicating credit or miscalculating taxes and restocking fees.
- — Preventing fraud on instant store credit without relying on full physical inventory inspection.
- — Underwriting fraud and chargeback losses from bad actors who took instant credit and mailed back empty boxes.
- — Managing carrier API rate limits, unreadable thermal label layouts, and international customs manifests.
- — Sustaining ongoing customer support for lost, damaged, or misrouted shopper packages.
Network effects you cannot generate
- — Returnly had zero network effects; it was a single-tenant merchant utility.
Build this instead
Zero-Return Checkout Discount Engine
Build an embedded checkout extension that calculates return risk at checkout and dynamically offers discounted non-refundable pricing to low-risk buyers.
Instant In-Cart Exchange Engine
A lightweight post-purchase portal that turns return requests into instant cross-sell offers using live inventory, bypassing shipping labels entirely.
Headless Return Event Router
A unified webhook translator that receives carrier scan events and instantly triggers refund/exchange workflows across Shopify, Klaviyo, and 3PL WMS tools.
Prior art — do not start from zero
Open RMA ↗
An open-source self-service return portal designed for WooCommerce and custom e-commerce setups.
EasyPost API ↗
Multi-carrier shipping API for generating return labels and handling carrier webhooks.
Shopify Return API ↗
Shopify's native GraphQL Admin API for handling Return and Fulfillment objects.
Open source alternatives to Returnly
Self-hostable projects that cover most of the same ground. Free licence, your infrastructure, your on-call.
Have you actually replaced it?
Related products in this category
A post-purchase returns management portal that automates return policies, label generation, exchange upsells, store credit, and RMA routing.
$147/mo
AfterShip Returns gives e-commerce brands a hosted self-service portal for product returns, exchange workflows, auto-generated shipping labels, and RMA routing rules.
$16/mo
Loop Returns is a Shopify-centric returns management platform ($155–$340+/mo on annual contracts) that automates self-service return portals, label generation, variant exchanges, and store credit incentives.
$155/mo
FAQ
+Can I really replace Returnly with an AI-generated app?
YES — RETURNLY IS DEAD, BUT ITS CORE UX IS A 2-WEEK BUILD. Returnly was permanently shut down in late 2023 after being acquired by Affirm, with customers routed to Loop Returns. The core software features—a return portal, automated labels, and Shopify credit generation—can be easily built using modern APIs like EasyPost and Shopify GraphQL. An MVP takes roughly 1-2 weeks; matching the product properly is closer to 3-6 months.
+How long does it take to rebuild Returnly?
A usable internal version: 1-2 weeks. A version you would sell or bet a business on: 3-6 months, mostly spent on handling asynchronous carrier webhooks and maintaining state consistency across shopify, carrier apis, and local databases..
+What do you actually lose by leaving Returnly?
Access to Affirm's financial underwriting for instant credit risk. Turnkey integrations with major enterprise 3PL warehouse management systems. Legacy support and dedicated account management teams.
+Is it legal to build a Returnly alternative?
Building a competing product with your own code is normal competition. Copying their code, trademarks, brand assets or scraping their platform is not. Use the prompt to build your own implementation of common features.
Written by Andrea Saccà — 18 years in the Magento ecosystem. Last reviewed 2026-08-04.
Scores are computed, not typed. Read the methodology.
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